Computer-aided shape analysis and classification of weld defects in industrial radiography based invariant attributes and neural networks

Image and Signal Processing and Analysis, 2005. ISPA 2005. Proceedings of the 4th International Symposium

Volumn 2005, Issue , 2005, Pages 88-93

  Nacereddine, N ^a   Tridi, M ^a  

^a Centre Recherche Scientifique et Technique en Soudage et Controle   (Algeria)

Author keywords

Invariant attributes; Neuronal classifier; Principal component analysis; Weld defect

Indexed keywords

COMPUTATIONAL GEOMETRY; COMPUTER AIDED ANALYSIS; INDUSTRIAL RADIOGRAPHY; MATHEMATICAL TRANSFORMATIONS; NEURAL NETWORKS; PRINCIPAL COMPONENT ANALYSIS; WELDS;

INVARIANT ATTRIBUTES; NEURONAL CLASSIFIER; WELD DEFECTS; WELD QUALITY;

DEFECTS;

EID: 33749070662     PISSN: None     EISSN: None     Source Type: Conference Proceeding    
DOI: 10.1109/ispa.2005.195389     Document Type: Conference Paper

References (16)

1. "Guide for the Non-destructive Inspection of Welds". ANSI, American Welding Society, B1.10-86, USA, 1987.
2. N. Nacereddine, M. Zelmat, S. S. Belaïfa, M. Tridi, "Weld defect detection in industrial radiography based digital image processing". International Conference on Signal Processing, ICSP 2004, Istanbul, Turkey, Dec. 2004.
3. M. Mjahed, "Reconnaissance de formes planaires d'une scène d'image à partir d'une analyse morphologique par la technique des réseaux de neurones," TELECOM'97, Fès, Maroc, 1997.
4. N. Nacereddine, M. Tridi, S. S. Belaïfa, M. Zelmat, "Quantitative analysis of weld defect images in industrial radiography based invariant attributes". International Conference on Signal Processing, ICSP 2004, Istanbul, Turkey, Dec. 2004.
5. W.J. Krzanowski and F.H.C. Marriout FHC. Multivariate analysis. Vol 1. Kendall's library of statistics 1994.
6. H.D. Cheng and al. "Computer-aided detection and classification of microcalcifications in mammography: a survey". Pattern recognition, (36)12, pp. 2967-2991, 2003.
7. R.P. Lippmann, "An introduction to computing with neural nets". IEEE ASSP Magazine. 1987.
8. M. Friedman, "Introduction to pattern recognition". Imperial College Press Edition, 1999.
9. th World Conference on Non-Destructive Testing, Roma, Italy, Oct. 2000.
10. S.W. Lawson, G. A. Parker, "Intelligent segmentation of industrial radiographic images using neural networks". Machine Vision Applications and Systems Integration, Nov. 1994.
11. T.W. Liao, and al. "A data mining study of weld quality models constructed with MLP neural networks from stratified samples data". Industrial Engineering Research Conference, Dallas, May 2001.
12. L. Dorst and A.W.M. Smeulders, "Length Estimators for Digitized Contours," Computer Vision, Graphics and Image Processing, vol. 40, pp.311-333, 1987.
13. M.K. Hu, "Visual Pattern Recognition by Moments Invariants," IRE Trans. Info. Theory, vol. IT-8, 1962.
14. N. Nacereddine, "Automated method implementation for detection and classification of weld defects in industrial radiography," M.S. thesis, Dept. Automation and Signal Processing. Boumerdes Univ., Boumerdes, Algeria, 2004.
15. e ECNDT, Barcelone, June 2002.
16. N. Benahmed, "Optimisation de réseaux de neurones pour la reconnaissance de chiffres manuscrits isolés: Sélection et pondération des primitives par algorithmes génétiques" . Mémoire de Maîtrise en Génie de la Production Automatisée, Université du Québec, 2002.